Covid-19_worldometer_selenium.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 149,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Hermawan - NEVTIK Programming Division\n",
    "from selenium import webdriver\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "metadata": {},
   "outputs": [],
   "source": [
    "class CoronaDisease:\n",
    "    def __init__(self):\n",
    "        self.driver = webdriver.Firefox()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "metadata": {},
   "outputs": [],
   "source": [
    "bot = CoronaDisease()\n",
    "bot.driver.get('https://www.worldometers.info/coronavirus/')\n",
    "\n",
    "table = bot.driver.find_element_by_xpath('//*[@id=\"main_table_countries\"]/tbody[1]')\n",
    "list_counter = table.text.split(\"\\n\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {},
   "outputs": [],
   "source": [
    "def selector(list_name,column):\n",
    "    for row_index in range(1,len(list_counter)+1):\n",
    "        eval(\"list_name.append(table.find_element_by_xpath('tr[{}]/td[{}]'.format(row_index,column)).text)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {},
   "outputs": [],
   "source": [
    "country_list, new_cases,total_cases,total_deaths,new_deaths,total_recovered,active_cases = [],[],[],[],[],[],[]\n",
    "\n",
    "selector(country_list,1)\n",
    "selector(total_cases,2)\n",
    "selector(new_cases,3)\n",
    "selector(total_deaths,4)\n",
    "selector(new_deaths,5)\n",
    "selector(total_recovered,6)\n",
    "selector(active_cases,7)\n",
    "\n",
    "detail = {'country':country_list,\n",
    "          'total_cases':total_cases,\n",
    "          'new_cases':new_cases,\n",
    "          'total_deaths':total_deaths,\n",
    "          'new_deaths':new_deaths,\n",
    "          'total_recovered':total_recovered,\n",
    "          'active_cases':active_cases}\n",
    "\n",
    "for i in range(len(total_deaths)):\n",
    "    if total_deaths[i]=='':\n",
    "        total_deaths[i]= '0'\n",
    "        \n",
    "cases_n_death = {'Negara':country_list,\n",
    "          'Kasus':[int(i.replace(',','')) for i in total_cases],\n",
    "          'Kematian':[int(i.replace(',','')) for i in total_deaths]}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Negara</th>\n",
       "      <th>Kasus</th>\n",
       "      <th>Kematian</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>China</td>\n",
       "      <td>80849</td>\n",
       "      <td>3199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>Italy</td>\n",
       "      <td>21157</td>\n",
       "      <td>1441</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>Iran</td>\n",
       "      <td>13938</td>\n",
       "      <td>724</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>S. Korea</td>\n",
       "      <td>8162</td>\n",
       "      <td>75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>Spain</td>\n",
       "      <td>7753</td>\n",
       "      <td>291</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5</td>\n",
       "      <td>Germany</td>\n",
       "      <td>5426</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6</td>\n",
       "      <td>France</td>\n",
       "      <td>4499</td>\n",
       "      <td>91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7</td>\n",
       "      <td>USA</td>\n",
       "      <td>3083</td>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>8</td>\n",
       "      <td>Switzerland</td>\n",
       "      <td>2217</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9</td>\n",
       "      <td>Norway</td>\n",
       "      <td>1205</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>10</td>\n",
       "      <td>UK</td>\n",
       "      <td>1140</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>11</td>\n",
       "      <td>Netherlands</td>\n",
       "      <td>1135</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>12</td>\n",
       "      <td>Sweden</td>\n",
       "      <td>1024</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>13</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>886</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>Denmark</td>\n",
       "      <td>864</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>15</td>\n",
       "      <td>Austria</td>\n",
       "      <td>860</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>16</td>\n",
       "      <td>Japan</td>\n",
       "      <td>814</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>17</td>\n",
       "      <td>Diamond Princess</td>\n",
       "      <td>696</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>18</td>\n",
       "      <td>Malaysia</td>\n",
       "      <td>428</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>19</td>\n",
       "      <td>Qatar</td>\n",
       "      <td>337</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>20</td>\n",
       "      <td>Australia</td>\n",
       "      <td>300</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>21</td>\n",
       "      <td>Canada</td>\n",
       "      <td>252</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>22</td>\n",
       "      <td>Portugal</td>\n",
       "      <td>245</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>23</td>\n",
       "      <td>Finland</td>\n",
       "      <td>244</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>24</td>\n",
       "      <td>Czechia</td>\n",
       "      <td>231</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>25</td>\n",
       "      <td>Greece</td>\n",
       "      <td>228</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>26</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>226</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>27</td>\n",
       "      <td>Slovenia</td>\n",
       "      <td>219</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>28</td>\n",
       "      <td>Bahrain</td>\n",
       "      <td>214</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>29</td>\n",
       "      <td>Israel</td>\n",
       "      <td>200</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>30</td>\n",
       "      <td>Iceland</td>\n",
       "      <td>161</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>31</td>\n",
       "      <td>Hong Kong</td>\n",
       "      <td>145</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>32</td>\n",
       "      <td>Philippines</td>\n",
       "      <td>140</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>33</td>\n",
       "      <td>Estonia</td>\n",
       "      <td>135</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>34</td>\n",
       "      <td>Romania</td>\n",
       "      <td>131</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>35</td>\n",
       "      <td>Ireland</td>\n",
       "      <td>129</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Negara  Kasus  Kematian\n",
       "0              China  80849      3199\n",
       "1              Italy  21157      1441\n",
       "2               Iran  13938       724\n",
       "3           S. Korea   8162        75\n",
       "4              Spain   7753       291\n",
       "5            Germany   5426        11\n",
       "6             France   4499        91\n",
       "7                USA   3083        60\n",
       "8        Switzerland   2217        14\n",
       "9             Norway   1205         3\n",
       "10                UK   1140        21\n",
       "11       Netherlands   1135        20\n",
       "12            Sweden   1024         2\n",
       "13           Belgium    886         4\n",
       "14           Denmark    864         2\n",
       "15           Austria    860         1\n",
       "16             Japan    814        24\n",
       "17  Diamond Princess    696         7\n",
       "18          Malaysia    428         0\n",
       "19             Qatar    337         0\n",
       "20         Australia    300         5\n",
       "21            Canada    252         1\n",
       "22          Portugal    245         0\n",
       "23           Finland    244         0\n",
       "24           Czechia    231         0\n",
       "25            Greece    228         4\n",
       "26         Singapore    226         0\n",
       "27          Slovenia    219         1\n",
       "28           Bahrain    214         0\n",
       "29            Israel    200         0\n",
       "30           Iceland    161         0\n",
       "31         Hong Kong    145         4\n",
       "32       Philippines    140        11\n",
       "33           Estonia    135         0\n",
       "34           Romania    131         0\n",
       "35           Ireland    129         2"
      ]
     },
     "execution_count": 154,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "corona_table = pd.DataFrame(cases_n_death)\n",
    "corona_table[:36]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
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       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>country</th>\n",
       "      <th>total_cases</th>\n",
       "      <th>new_cases</th>\n",
       "      <th>total_deaths</th>\n",
       "      <th>new_deaths</th>\n",
       "      <th>total_recovered</th>\n",
       "      <th>active_cases</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>China</td>\n",
       "      <td>80,849</td>\n",
       "      <td>+25</td>\n",
       "      <td>3,199</td>\n",
       "      <td>+10</td>\n",
       "      <td>66,931</td>\n",
       "      <td>10,719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>Italy</td>\n",
       "      <td>21,157</td>\n",
       "      <td></td>\n",
       "      <td>1,441</td>\n",
       "      <td></td>\n",
       "      <td>1,966</td>\n",
       "      <td>17,750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>Iran</td>\n",
       "      <td>13,938</td>\n",
       "      <td>+1,209</td>\n",
       "      <td>724</td>\n",
       "      <td>+113</td>\n",
       "      <td>4,590</td>\n",
       "      <td>8,624</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>S. Korea</td>\n",
       "      <td>8,162</td>\n",
       "      <td>+76</td>\n",
       "      <td>75</td>\n",
       "      <td>+3</td>\n",
       "      <td>834</td>\n",
       "      <td>7,253</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>Spain</td>\n",
       "      <td>7,753</td>\n",
       "      <td>+1,362</td>\n",
       "      <td>291</td>\n",
       "      <td>+95</td>\n",
       "      <td>517</td>\n",
       "      <td>6,945</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5</td>\n",
       "      <td>Germany</td>\n",
       "      <td>5,426</td>\n",
       "      <td>+827</td>\n",
       "      <td>11</td>\n",
       "      <td>+2</td>\n",
       "      <td>46</td>\n",
       "      <td>5,369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6</td>\n",
       "      <td>France</td>\n",
       "      <td>4,499</td>\n",
       "      <td>+30</td>\n",
       "      <td>91</td>\n",
       "      <td></td>\n",
       "      <td>12</td>\n",
       "      <td>4,396</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7</td>\n",
       "      <td>USA</td>\n",
       "      <td>3,083</td>\n",
       "      <td>+140</td>\n",
       "      <td>60</td>\n",
       "      <td>+3</td>\n",
       "      <td>56</td>\n",
       "      <td>2,967</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>8</td>\n",
       "      <td>Switzerland</td>\n",
       "      <td>2,217</td>\n",
       "      <td>+842</td>\n",
       "      <td>14</td>\n",
       "      <td>+1</td>\n",
       "      <td>4</td>\n",
       "      <td>2,199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9</td>\n",
       "      <td>Norway</td>\n",
       "      <td>1,205</td>\n",
       "      <td>+96</td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>1,201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>10</td>\n",
       "      <td>UK</td>\n",
       "      <td>1,140</td>\n",
       "      <td></td>\n",
       "      <td>21</td>\n",
       "      <td></td>\n",
       "      <td>18</td>\n",
       "      <td>1,101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>11</td>\n",
       "      <td>Netherlands</td>\n",
       "      <td>1,135</td>\n",
       "      <td>+176</td>\n",
       "      <td>20</td>\n",
       "      <td>+8</td>\n",
       "      <td>2</td>\n",
       "      <td>1,113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>12</td>\n",
       "      <td>Sweden</td>\n",
       "      <td>1,024</td>\n",
       "      <td>+63</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>1,021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>13</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>886</td>\n",
       "      <td>+197</td>\n",
       "      <td>4</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>881</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>Denmark</td>\n",
       "      <td>864</td>\n",
       "      <td>+28</td>\n",
       "      <td>2</td>\n",
       "      <td>+1</td>\n",
       "      <td>1</td>\n",
       "      <td>861</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>15</td>\n",
       "      <td>Austria</td>\n",
       "      <td>860</td>\n",
       "      <td>+205</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>6</td>\n",
       "      <td>853</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>16</td>\n",
       "      <td>Japan</td>\n",
       "      <td>814</td>\n",
       "      <td>+10</td>\n",
       "      <td>24</td>\n",
       "      <td>+2</td>\n",
       "      <td>144</td>\n",
       "      <td>646</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>17</td>\n",
       "      <td>Diamond Princess</td>\n",
       "      <td>696</td>\n",
       "      <td></td>\n",
       "      <td>7</td>\n",
       "      <td></td>\n",
       "      <td>456</td>\n",
       "      <td>233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>18</td>\n",
       "      <td>Malaysia</td>\n",
       "      <td>428</td>\n",
       "      <td>+190</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>42</td>\n",
       "      <td>386</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>19</td>\n",
       "      <td>Qatar</td>\n",
       "      <td>337</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>4</td>\n",
       "      <td>333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>20</td>\n",
       "      <td>Australia</td>\n",
       "      <td>300</td>\n",
       "      <td>+52</td>\n",
       "      <td>5</td>\n",
       "      <td>+2</td>\n",
       "      <td>27</td>\n",
       "      <td>268</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>21</td>\n",
       "      <td>Canada</td>\n",
       "      <td>252</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>11</td>\n",
       "      <td>240</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>22</td>\n",
       "      <td>Portugal</td>\n",
       "      <td>245</td>\n",
       "      <td>+76</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>243</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>23</td>\n",
       "      <td>Finland</td>\n",
       "      <td>244</td>\n",
       "      <td>+19</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>10</td>\n",
       "      <td>234</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>24</td>\n",
       "      <td>Czechia</td>\n",
       "      <td>231</td>\n",
       "      <td>+42</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>231</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>25</td>\n",
       "      <td>Greece</td>\n",
       "      <td>228</td>\n",
       "      <td></td>\n",
       "      <td>4</td>\n",
       "      <td>+1</td>\n",
       "      <td>8</td>\n",
       "      <td>216</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>26</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>226</td>\n",
       "      <td>+14</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>105</td>\n",
       "      <td>121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>27</td>\n",
       "      <td>Slovenia</td>\n",
       "      <td>219</td>\n",
       "      <td>+38</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>218</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>28</td>\n",
       "      <td>Bahrain</td>\n",
       "      <td>214</td>\n",
       "      <td>+2</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>60</td>\n",
       "      <td>154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>29</td>\n",
       "      <td>Israel</td>\n",
       "      <td>200</td>\n",
       "      <td>+7</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>4</td>\n",
       "      <td>196</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>30</td>\n",
       "      <td>Iceland</td>\n",
       "      <td>161</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>31</td>\n",
       "      <td>Hong Kong</td>\n",
       "      <td>145</td>\n",
       "      <td>+3</td>\n",
       "      <td>4</td>\n",
       "      <td></td>\n",
       "      <td>81</td>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>32</td>\n",
       "      <td>Philippines</td>\n",
       "      <td>140</td>\n",
       "      <td>+29</td>\n",
       "      <td>11</td>\n",
       "      <td>+3</td>\n",
       "      <td>2</td>\n",
       "      <td>127</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>33</td>\n",
       "      <td>Estonia</td>\n",
       "      <td>135</td>\n",
       "      <td>+20</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>34</td>\n",
       "      <td>Romania</td>\n",
       "      <td>131</td>\n",
       "      <td>+8</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>9</td>\n",
       "      <td>122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>35</td>\n",
       "      <td>Ireland</td>\n",
       "      <td>129</td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>36</td>\n",
       "      <td>Brazil</td>\n",
       "      <td>121</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>37</td>\n",
       "      <td>Poland</td>\n",
       "      <td>119</td>\n",
       "      <td>+15</td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td>13</td>\n",
       "      <td>103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>38</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>117</td>\n",
       "      <td>+21</td>\n",
       "      <td>5</td>\n",
       "      <td></td>\n",
       "      <td>8</td>\n",
       "      <td>104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>39</td>\n",
       "      <td>Thailand</td>\n",
       "      <td>114</td>\n",
       "      <td>+32</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>35</td>\n",
       "      <td>78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>40</td>\n",
       "      <td>Kuwait</td>\n",
       "      <td>112</td>\n",
       "      <td>+8</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>9</td>\n",
       "      <td>103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>41</td>\n",
       "      <td>Iraq</td>\n",
       "      <td>110</td>\n",
       "      <td></td>\n",
       "      <td>10</td>\n",
       "      <td></td>\n",
       "      <td>26</td>\n",
       "      <td>74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>42</td>\n",
       "      <td>Egypt</td>\n",
       "      <td>110</td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td>27</td>\n",
       "      <td>81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>43</td>\n",
       "      <td>India</td>\n",
       "      <td>108</td>\n",
       "      <td>+8</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td>10</td>\n",
       "      <td>96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>44</td>\n",
       "      <td>Saudi Arabia</td>\n",
       "      <td>103</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>45</td>\n",
       "      <td>San Marino</td>\n",
       "      <td>101</td>\n",
       "      <td></td>\n",
       "      <td>5</td>\n",
       "      <td></td>\n",
       "      <td>4</td>\n",
       "      <td>92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>46</td>\n",
       "      <td>Lebanon</td>\n",
       "      <td>99</td>\n",
       "      <td>+6</td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>47</td>\n",
       "      <td>UAE</td>\n",
       "      <td>86</td>\n",
       "      <td>+1</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>20</td>\n",
       "      <td>66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>48</td>\n",
       "      <td>Russia</td>\n",
       "      <td>63</td>\n",
       "      <td>+4</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>8</td>\n",
       "      <td>55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>49</td>\n",
       "      <td>Chile</td>\n",
       "      <td>61</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>61</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             country total_cases new_cases total_deaths new_deaths  \\\n",
       "0              China      80,849       +25        3,199        +10   \n",
       "1              Italy      21,157                  1,441              \n",
       "2               Iran      13,938    +1,209          724       +113   \n",
       "3           S. Korea       8,162       +76           75         +3   \n",
       "4              Spain       7,753    +1,362          291        +95   \n",
       "5            Germany       5,426      +827           11         +2   \n",
       "6             France       4,499       +30           91              \n",
       "7                USA       3,083      +140           60         +3   \n",
       "8        Switzerland       2,217      +842           14         +1   \n",
       "9             Norway       1,205       +96            3              \n",
       "10                UK       1,140                     21              \n",
       "11       Netherlands       1,135      +176           20         +8   \n",
       "12            Sweden       1,024       +63            2              \n",
       "13           Belgium         886      +197            4              \n",
       "14           Denmark         864       +28            2         +1   \n",
       "15           Austria         860      +205            1              \n",
       "16             Japan         814       +10           24         +2   \n",
       "17  Diamond Princess         696                      7              \n",
       "18          Malaysia         428      +190            0              \n",
       "19             Qatar         337                      0              \n",
       "20         Australia         300       +52            5         +2   \n",
       "21            Canada         252                      1              \n",
       "22          Portugal         245       +76            0              \n",
       "23           Finland         244       +19            0              \n",
       "24           Czechia         231       +42            0              \n",
       "25            Greece         228                      4         +1   \n",
       "26         Singapore         226       +14            0              \n",
       "27          Slovenia         219       +38            1              \n",
       "28           Bahrain         214        +2            0              \n",
       "29            Israel         200        +7            0              \n",
       "30           Iceland         161                      0              \n",
       "31         Hong Kong         145        +3            4              \n",
       "32       Philippines         140       +29           11         +3   \n",
       "33           Estonia         135       +20            0              \n",
       "34           Romania         131        +8            0              \n",
       "35           Ireland         129                      2              \n",
       "36            Brazil         121                      0              \n",
       "37            Poland         119       +15            3              \n",
       "38         Indonesia         117       +21            5              \n",
       "39          Thailand         114       +32            1              \n",
       "40            Kuwait         112        +8            0              \n",
       "41              Iraq         110                     10              \n",
       "42             Egypt         110                      2              \n",
       "43             India         108        +8            2              \n",
       "44      Saudi Arabia         103                      0              \n",
       "45        San Marino         101                      5              \n",
       "46           Lebanon          99        +6            3              \n",
       "47               UAE          86        +1            0              \n",
       "48            Russia          63        +4            0              \n",
       "49             Chile          61                      0              \n",
       "\n",
       "   total_recovered active_cases  \n",
       "0           66,931       10,719  \n",
       "1            1,966       17,750  \n",
       "2            4,590        8,624  \n",
       "3              834        7,253  \n",
       "4              517        6,945  \n",
       "5               46        5,369  \n",
       "6               12        4,396  \n",
       "7               56        2,967  \n",
       "8                4        2,199  \n",
       "9                1        1,201  \n",
       "10              18        1,101  \n",
       "11               2        1,113  \n",
       "12               1        1,021  \n",
       "13               1          881  \n",
       "14               1          861  \n",
       "15               6          853  \n",
       "16             144          646  \n",
       "17             456          233  \n",
       "18              42          386  \n",
       "19               4          333  \n",
       "20              27          268  \n",
       "21              11          240  \n",
       "22               2          243  \n",
       "23              10          234  \n",
       "24                          231  \n",
       "25               8          216  \n",
       "26             105          121  \n",
       "27                          218  \n",
       "28              60          154  \n",
       "29               4          196  \n",
       "30                          161  \n",
       "31              81           60  \n",
       "32               2          127  \n",
       "33               1          134  \n",
       "34               9          122  \n",
       "35               1          126  \n",
       "36               1          120  \n",
       "37              13          103  \n",
       "38               8          104  \n",
       "39              35           78  \n",
       "40               9          103  \n",
       "41              26           74  \n",
       "42              27           81  \n",
       "43              10           96  \n",
       "44               2          101  \n",
       "45               4           92  \n",
       "46               1           95  \n",
       "47              20           66  \n",
       "48               8           55  \n",
       "49                           61  "
      ]
     },
     "execution_count": 155,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "corona_table2 = pd.DataFrame(detail)\n",
    "corona_table2[:50]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(rc={'figure.figsize':(15,15)})\n",
    "bar_chart = sns.barplot(x='Negara', y='Kasus', data=corona_table[:50])\n",
    "bar_chart.tick_params(axis='x', labelrotation=70)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(rc={'figure.figsize':(15,15)})\n",
    "bar_chart = sns.barplot(x='Negara', y='Kematian', data=corona_table[:50])\n",
    "bar_chart.tick_params(axis='x', labelrotation=70)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Hermawan - NEVTIK Programming Division\n",
    "March 15th 2020"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}